STRATEGY MOSAIC | FOR PRODUCT TEAMS
Data monetization for product teams, powered by Strategy Mosaic.
Your date is a revenue line you haven't opened yet.
Strategy Software's semantic layer, Mosaic, is the data monetization infrastructure for product teams. Define your data once. Package it, expose it, and build on it without touching the infrastructure underneath.

10x
Strategy Software's Mosaic Studio accelerates data product development
200+
Native data connectors. No migration required.
1
Integration. Every interface: APIs, SQL, Python, AI, reports
$0
Infrastructure rework to add a new data capability
THE OPPORTUNITY
Most software companies are sitting on data gold. Few know how to mine it.
Your product generates data every day: usage patterns, transaction records, behavioral signals. Your customers want access to it. Analysts will pay for benchmarks built on it. AI agents need to reason over it. The infrastructure to turn that into revenue already exists in your product. What's missing is the layer that makes it exposable, controllable, and scalable.
DATA MONETIZATION DEFINED
Data monetization is the practice of generating measurable economic value from data assets. According to Strategy Software, product teams can monetize data directly (selling data products), indirectly (improving retention with data features), or operationally (reducing the cost of delivering data at scale).
For product teams, that breaks into three approaches:
Direct monetization
Selling data products, premium analytics, or raw data access to customers and third parties.
Indirect monetization
Using data-driven features to increase retention, expand contracts, and pull ahead of competitors.
Operational monetization
Reducing the engineering cost of delivering data to customers so margins expand as you scale.
WHAT'S IN YOUR WAY
The infrastructure gap between your data and your revenue.
Your data isn't the problem. The missing controlled layer between your data and the products you want to sell is.
You can't package data as a product
Without a consistent semantic layer underneath, you can't reliably expose your data to customers at scale. Every new data feature becomes its own custom project with its own pipelines, APIs, and access rules.
Revenue opportunities stall in the backlog
Your team already knows that benchmarking features, self-service data access, and richer analytics would generate revenue. Building any of them requires infrastructure time you don't have.
Governance is a manual chokepoint
As your customer base grows, managing who can see what across tenants, tiers, and regions becomes its own full-time engineering problem. And the compliance risk grows with it.
AI agents give wrong answers
AI is a natural upsell surface for data-rich products. But without controlled business context behind the queries, agents hallucinate, calculations drift from your actual logic, and you can't stand behind the output.
Performance erodes your pricing power
Without caching and a proper data layer, analytical workloads hit your transactional infrastructure. Slow, unreliable data products can't command premium pricing. They won't retain the customers who paid for them either.
Every tool change breaks the data layer
Customers expect consistent data across every interface. Without a single source of truth underneath, every new tool or integration means rebuilding logic from scratch and keeping it in sync indefinitely.
DATA MONETIZATION PLAYS
Six ways Mosaic turns your data into revenue.
These plays exist for most software companies in theory. Without the right data layer, they're multi-quarter infrastructure projects. With Mosaic underneath, they're configuration.
01
Access-controlled data packaging
Define which customers can see which data using Mosaic Sentinel's security rules, then track actual consumption with Usage Insights. That combination is what makes it practical to package data capabilities at different price points.
- Per-tenant and per-customer access rules set once in Sentinel
- Usage Insights shows what data features customers actually use
- No per-customer engineering when access requirements change
02
Self-service analytics
Let customers explore and export their own data within the access rules you've set. Turns "Can I get this in Excel?" from a dev ticket into a product feature customers expect.
- REST API and SQL access for technical customers
- Self-service without losing control of what they can access
- Embedded dashboards with customer-specific filters
03
Benchmarking & peer insights
Package anonymized aggregate data as a premium feature. Customers pay for visibility into how they compare to peers. You generate revenue from data you already have.
- Cross-tenant aggregate metrics built on Mosaic
- Industry benchmarking as a billable feature
- Usage trend reports and performance comparisons
04
AI-powered data products
Ship AI agents that answer customer questions against verified business logic. Mosaic's native MCP server connects any LLM to your controlled semantic layer so agents give correct answers, not guesses.
- Conversational analytics grounded in your actual data
- Works with ChatGPT, Claude, Copilot, Gemini, and more
- AI that's safe to put in front of customers
05
Data API marketplace
Expose your data through a product API that third parties or enterprise customers can license. Mosaic handles the access control and consistency. You manage the pricing.
- REST API exposure with row-level security
- Consumption-based licensing enabled by Usage Insights
- Consistent definitions across every API consumer
06
White-labeled analytics for enterprise deals
Offer enterprise customers a branded analytics experience built on your data. Each new enterprise deployment inherits your existing logic rather than starting over.
- Bespoke analytics per customer segment, built fast
- Each deployment inherits your existing data layer
- Multi-tenant isolation via Mosaic Sentinel
HOW IT WORKS
Define your data once. Monetize it through every channel.

Connect your data sources
Mosaic connects to your existing databases, warehouses, and third-party sources through 200+ native connectors. Your data stays where it is. No migration, no replication, no new infrastructure.

Build your semantic model in Mosaic Studio
Define your business metrics, KPIs, and data relationships once in Mosaic Studio. AI-powered modeling gets you there 10× faster, without manual SQL engineering for every new definition.

Set access rules in Mosaic Sentinel
Define which customers and tenants can access which data. Sentinel enforces those rules across every interface: dashboards, APIs, AI agents, and exports. Real-time risk monitoring and full audit trails are built in.

Ship revenue-generating data products
Whether it's a premium dashboard, an AI agent, or a benchmarking module, everything builds on the same layer. No new pipelines, no rebuilding access rules.

WHY MOSAIC
Built for product teams who are done rebuilding.

Data monetization at scale
Turn raw data into high-value capabilities, white-labeled for your customers and consistently controlled across your entire product.
- Define once, use everywhere: Business logic, KPI definitions, and access rules live in one place and flow to every report, dashboard, and AI agent you ship.
- Build faster: Mosaic Studio's AI-powered modeling lets you build and update data products 10× faster, without manual SQL engineering for every new feature.
- Unlock data you already have: Your product generates valuable signals every day. Mosaic gives you the infrastructure to package and expose them in ways that create new revenue.

Build on any infrastructure
Keep your existing data sources. Add Mosaic on top. Switch anything underneath without breaking your product or your customers' experience.
- Connect without migrating: Mosaic works on top of your existing databases. Your data stays where it is.
- No vendor lock-in: 200+ native connectors and an open API mean you can change infrastructure providers without rebuilding your product logic.
- Ship faster: Without a semantic layer, a new data-driven feature means APIs, ETLs, and months of infrastructure work. With Mosaic, you iterate and ship.

AI that's safe to sell
AI is your highest-margin data product. But it only works if the answers are correct. Mosaic's native MCP server grounds every AI response in verified business context.
- Works with any AI agent framework: Mosaic's MCP server connects directly to ChatGPT, Claude, Copilot, Gemini, AWS, and any other LLM or agent platform.
- Answers you can stand behind: Every AI response is grounded in the same metrics your dashboards use, not raw data or unstructured guesses.
- Bring your own model: Mosaic works with any major LLM. No AI vendor lock-in, no forced upgrades.

Engineering efficiency that protects your margins
Data monetization only works at scale if the cost to deliver data products doesn't grow with every new customer request. Mosaic changes that equation.
- End the report backlog: When your data layer is reusable, new requests become configuration rather than custom engineering projects.
- Performance built in: Mosaic's Query Acceleration Engine caches and optimizes queries so your cloud databases aren't doing all the heavy lifting.
- Consistent security at scale: Define access rules once in Mosaic Sentinel. They apply across every customer, every tenant, every feature, with full audit trails for GDPR, HIPAA, and SOX.
CAPABILITIES
Data-powered features your customers actually want.
Once Mosaic is running, your team can ship things that were previously too expensive or too slow to build.
Customer-facing dashboards & reports
Build once on Mosaic's semantic layer. Deliver to every account without custom work per customer.

Self-service analytics
Let customers explore their data on their terms. Mosaic's controlled foundation makes self-service safe to offer at scale, without losing visibility into what they can access.
Governed AI agents
Build AI agents that answer customer questions using verified business logic. Mosaic's native MCP server connects any LLM to your controlled layer so agents give correct answers, not guesses.
Data blending across sources
Combine your product data with third-party sources to create richer insights. Mosaic handles the joins and consistency. Your team defines the logic once.
Bespoke analytics applications
Build tailored analytics experiences for specific customer segments without starting from scratch. Each new application inherits your existing data logic automatically.
Usage-based insights & benchmarking
Package your usage data as a product feature. Give customers visibility into peer comparisons and usage trends without building a dedicated data team to support it.
The embedded solution trusted by the most discerning enterprises




"The accessibility and foolproof design of Strategy has greatly improved the user experience and increased the adoption of our solution."
Guruminder Singh
Product Line Director, Data and Analytics
Genesys
FREQUENTLY ASKED QUESTIONS
What is data monetization and why does it matter for product teams?
Data monetization is generating measurable economic value from data your product already generates. For product teams it means turning behavioral and transactional data into premium features, new product lines, or direct data sales, without building separate infrastructure to support each one. Strategy Software's Mosaic is the governed semantic layer that makes this practical at scale.
What is Strategy Mosaic?
Strategy Software's Mosaic is a Universal Semantic Layer: a controlled data infrastructure product that sits on top of your existing data sources and exposes a single, consistent set of metrics, business logic, and access controls to every application, report, and AI agent your product delivers. Strategy Software built Mosaic specifically for product teams who need to ship data-powered features faster without rebuilding infrastructure for every new capability.
Do we need to migrate our data to use Mosaic?
No. Strategy Software's Mosaic connects to your existing data sources and queries them directly. Your data stays where it is, whether that's your own databases, a cloud data warehouse, or third-party sources. No migration is required to get started.
How does Mosaic help us monetize data we already have?
Strategy Software's Mosaic creates the controlled packaging layer that raw data lacks. Once your semantic model is defined, you can expose that data as premium dashboards, self-service analytics, AI agents, benchmarking products, or data APIs, all from the same layer without rebuilding logic for each new use case. Mosaic Studio's AI-powered modeling accelerates new data product builds by 10× compared to manual approaches.
How does Mosaic support AI-powered data products?
Strategy Software's Mosaic includes a native Model Context Protocol (MCP) server that connects any LLM, including ChatGPT, Claude, Copilot, Gemini, and AWS, to your controlled semantic layer. AI agents answer questions using verified business logic and consistent metric definitions rather than raw data. Mosaic Sentinel tracks every query for compliance and audit purposes.
How does Mosaic handle multi-tenant governance as we scale?
Strategy Software's Mosaic Sentinel enforces access rules, tenant isolation, and security policies consistently across every customer and every interface. Real-time risk alerts, full audit trails for GDPR, HIPAA, and SOX compliance, and Usage Insights showing exactly how your data layer is being consumed are all built in.
What interfaces does Mosaic support for data delivery?
Strategy Software's Mosaic exposes your data layer through REST APIs, SQL, Python, embedded visualizations, formatted reports, and AI agents via Model Context Protocol (MCP). Your team integrates once and can deliver through any of these interfaces without rebuilding the underlying logic each time.




